# Machine Learning

**Source**: https://jerugroup.eng.ox.ac.uk/software/machine-learning
**Parent**: https://jerugroup.eng.ox.ac.uk/software

# MACHINE LEARNING-BASED FINITE ELEMENT CONSTITUTIVE MODEL CALIBRATION TOOL FOR COMPOSITE MATERIALS

Main features of the code:

- The automatic calibration of a mesoscopic mechanical constitutive model of composite material for a series of RVE simulations,
- The machine learning prediction (trained with the dataset produced from the previous step) of the constitutive parameters of the mesoscopic model for any new set of inputs

#### [**Download Link**](https://process.innovation.ox.ac.uk/software/p/17979a/machine-learning-based-finite-element-constitutive-model-calibration-tool-for-composite-materials-(academic)/1)

#### **Relevant publications**

- D. Field, J.-M. Peña and A. Jérusalem. *Machine learning based constitutive modelling for composite materials: application to brain white matter*. **Computational Mechanics, Under review**